Simple model of vertical dispersion of O3 in Bangkok, Thailand using regression method

IF 3.8 Q2 ENVIRONMENTAL SCIENCES City and Environment Interactions Pub Date : 2023-12-01 DOI:10.1016/j.cacint.2023.100130
Pornpan Uttamang , Surat Bualert , Krisana Lanumteang , Parkpoom Choomanee
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Abstract

Bangkok, the capital city of Thailand, has experienced a degradation in air quality. In particular, ozone (O3) concentrations frequently exceed Thailand’s National Ambient Air Quality standards. Various policies have been developed to manage air quality at near-surface levels; however, the assessment of air quality above these levels has been neglected. Analysis of O3 concentrations and its precursors measured at various altitudes revealed that the vertical structures of the pollutants in Bangkok were stratified. While NOx concentrations decreased with height, O3 concentrations increased. These results emphasize the importance of air quality management above ground level, particularly in megacities with high-rise buildings, such as Bangkok. Assuming that the O3 formation regime over Bangkok is VOC-limited, a simple model was developed based on a linear regression method to estimate the changes in O3 concentrations with height. We found that the simple model was able to capture the variation in O3 concentrations at 30, 75, and 110 m above ground level, with an R2 of 0.48–0.65. Although the simple model had some difficulty estimating the magnitude of O3 concentrations, the estimated O3 values from the model were reasonable for capturing vertical O3 trends. Using this approach, policymakers can visualize the vertical distribution of pollutants, which will be useful in designing air quality management plans.

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利用回归法建立泰国曼谷 O3 垂直扩散的简单模型
泰国首都曼谷的空气质量有所下降。尤其是臭氧(O3)浓度经常超过泰国国家环境空气质量标准。已经制定了各种政策来管理近地面水平的空气质量,但对这些水平以上的空气质量评估却被忽视了。对在不同高度测量到的臭氧浓度及其前体物的分析表明,曼谷的污染物垂直结构是分层的。氮氧化物浓度随高度降低,而臭氧浓度则随高度升高。这些结果凸显了地面以上空气质量管理的重要性,尤其是在曼谷这样高楼林立的特大城市。假设曼谷上空的臭氧形成机制受挥发性有机化合物的限制,我们根据线性回归方法建立了一个简单模型,以估算臭氧浓度随高度的变化。我们发现,该简单模型能够捕捉到离地面 30 米、75 米和 110 米处的臭氧浓度变化,R2 为 0.48-0.65。虽然简单模型在估算臭氧浓度的大小方面存在一些困难,但模型估算出的臭氧浓度值在捕捉垂直方向的臭氧浓度趋势方面是合理的。利用这种方法,决策者可以直观地看到污染物的垂直分布,这将有助于设计空气质量管理计划。
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来源期刊
City and Environment Interactions
City and Environment Interactions Social Sciences-Urban Studies
CiteScore
6.00
自引率
3.00%
发文量
15
审稿时长
27 days
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